{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rdkit.Chem import rdMolTransforms\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "from psikit import Psikit\n",
    "from IPython.display import Image, display_png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x130cb6ad0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk = Psikit()\n",
    "smi = 'CCCC1=NN(C)C2=C1NC(=NC2=O)C1=C(OCC)C=CC(=C1)S(=O)(=O)N1CCN(C)CC1' # Sildenafil\n",
    "pk.read_from_smiles(smi)\n",
    "pk.mol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1850.9895916913435"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.energy(basis_sets=\"scf/sto-3g\") # It is better to optimize although it is single point calculation due to time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pk.save_frontier()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PyMol\n",
    "\n",
    "1. open PyMol\n",
    "2. run \"frontier.py\" from File -> Run Script"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_png(Image(\"SIL_HOMO.png\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_png(Image(\"SIL_LUMO.png\"))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
